Let

denote the set of all triples

with

Elements in

are called vectors. The sum of vectors
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is
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The scalar multiplication of

with the vector

is
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The zero vector is denoted

For


is defined by

These rules have properties

for


for


for


for


for


for


for

![]()

for


for

![]()

for

translation:

magnification:


contraction:

parallelogram construction
The dot product of two vectors

and

is
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Proposition

for


for


for


for


for


for


unless

for

(Proof.

)
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The equality holds if and only if there exist

with

Proof. Case 1.

Then

so the equality holds.
Case 2.

Then

Consider the vector
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Then
![]()

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Therefore

If

and

then

so

i.e.

If

and

then

The norm of the vector

is

It follows from Cauchy-Schwarz inequality that

if

The unique angle

such that

is called the angle between the vectors

and

This is consistent with the Law of Cosine:
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![]()
![]()
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for all


if and only if


for

Triangle Inequality:

for

Proof.
![]()
![]()
![]()
![]()
![]()

for

Parallelogram Law:

for

Proof. Add the identities


Two vectors

are perpendicular

if the angle between them equals

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Theorem. Let

Each

can be uniquely expressed as
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where

is parallel to

(i.e., there exists

with

and

is perpendicular to

(i.e.,

Proof. Set

and

Then
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If

with

then
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so

;
this shows

and

Definition

is called the projection of the vector

on the vector

Notation:

If

then the vector

satisfies

i.e.,

is a unit vector. The components of

in the directions


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![]()
![]()
are called the direction cosines of

Let

Their cross product (also called vector product) is given by


for


for


for


for


for

![]()

for


Scalar Triple Product:

Proof.



Therefore




for



Hence

is perpendicular to both

and

Lagrange Identity:

for

Proof.





is the area of the parallelogram formed with sides

and

Proof. We may assume that

and

From the identity

we see that

where

is the angle between

and

It follows that

therefore the required area equals

The absolute value of the triple
product
represents the volume of the parallelepiped with edges

Proof. Write

The quantity

is the component of the vector

along the direction

so the height of the parallelepiped with base formed by the vectors

is

The result follows from the fact

CAB Minus BAC Identity

The result holds for

(there are altogether 27 different cases.) Write

The general case follows from




Extended Lagrange Identity:

Proof.

It follows from CAB minus BAC identity that this equals


Note that the Lagrange identity may be obtained from the extended Lagrange
identity by setting

and

Jacobi Identity:

Proof. Add the identities



Consider the simultaneous set of equations
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![]()
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From the basic properties of the determinant we have

Hence if

is to satisfy equations (1) then

Write

If

then

Similarly, if

then

On the other hand, the following identity always holds:

This four-by-four determinant can be expanded along the first row:


Hence if

then

is indeed the (unique) solution to the system (1).
The method can be extended to

linear equations in

unknowns.


A straight line in

can be given by the parametric equations:

A point

belong to this line if and only if
![]()
for some

This can therefore be written in vector equations as:

After eliminating the parameter

from the parametric equation, we obtain the symmetric equation

if

Example Find the equations of the straight line passing
through

and

.
First we determine the direction:

from this the vector equation is obtained:
![]()
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Equating the components we obtain the parametric equation:

and the symmetric equations:

Example Find the distance between the skew lines

given by

and

given by

We note that

has direction

and

has direction

The vector

is perpendicular to both

and

Choose any point

and any point

(There are infinitely many ways to do so.) The distance between

and

is the norm of the projection of

on

Take

and

Then

and so the required distance is



Let

be any point of the plane. The plane consists of all the points

satisfying the vector equation
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for a nonzero vector

This vector

is called the normal of the plane. Thus the equation of the
plane takes the form
![]()
where
![]()
Example Find the distance from

to the plane

The vector

is normal to the plane. Choose a point on the plane:

the distance from

to the plane is the norm of the projection of the vector

on



Example Show that the line

can be expressed as the intersection of two planes, each of which is parallel
to a coordinate axis.
Consider the plane

with equation obtained from the first equality


can be expressed by the equation
![]()
which has

as normal.

is therefore parallel to the

-axis
since

is perpendicular to

Similarly, the plane satisfying the equation

which is the same as the equation
![]()
has

as normal, must be parallel to the

-axis
since

is perpendicular to

The given line is the intersection of

and

The angle between two intersecting planes is the same as the
angle between their normals

.
Depending on the choices of the normals, there are two such angles, each the
supplement of the other. We choose the smaller angle, the one with the
nonnegative cosine:

Example Find the cosine of the angle between the planes with
equations
![]()
and
![]()
Solution:

;
so

Example The planes
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and
![]()
intersect to form a line. Find the vector equation of this line.
Solution: The direction vector of the intersecting line must be perpendicular
to both normal vectors

and

Hence it is parallel to

Let

be any point on the intersecting line. The required vector equation takes the
form
![]()
Suppose that the points
![]()
do not lie on a straight line. A point

lies on the plane determined by these three points if and only if the volume
of the parallelepiped with

as vertices is zero. In view of the vector triple product identity, the
condition is given by
![]()
Example Find the equation for the plane passing through
![]()
Solution: Expanding the determinant

we have
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Suppose that

does not lie on the plane
![]()
Choose any point

on the plane. The distance from

to the plane is the norm of the projection of

on the normal

of the plane:

Since

lies on the plane, it follows that
![]()
Therefore
![]()
consequently the required distance is given by

Find the equation for the plane
through

perpendicular to

through

perpendicular to

through

parallel to

through

parallel to

Explain why a plane cannot
contain

and

and be perpendicular to

contain

and

go through the origin and have the equation

Find the projection

of

along

and also find




unit
vector at

angle with


vector
of length

at

angle with




is perpendicular to


is perpendicular to

True or false:

never equals

If

and

then either

or

If

and

then




Which of the following equals to





